Firm-Level Exposure to Epidemic Diseases: Covid-19, SARS, and H1N1
Tarek Hassan,
Stephan Hollander,
Laurence van Lent,
Markus Schwedeler and
Ahmed Tahoun
No 14573, CEPR Discussion Papers from C.E.P.R. Discussion Papers
Abstract:
We introduce a new word pattern-based method to automatically classify firms' primary concerns related to the spread of epidemic diseases raised in their quarterly earnings conference calls. We construct text-based measures of the costs, benefits, and risks listed firms in the US and over 80 other countries associate with the spread of Covid-19 and other epidemic diseases. We identify which firms and sectors expect to lose/gain from a given epidemic and which are most affected by the associated uncertainty. Our new automatic pattern-based method shows how firms' primary concerns (varying from the collapse in demand and disruptions in their production facilities or supply chain, to financing concerns) are changing over time and varying geographically as epidemics spread regionally and globally. We find that the Covid-crisis manifests itself at the firm-level as a simultaneous shock to both demand and supply. In prior epidemics, in contrast, firm discussions center more on shortfalls in demand. In 2020, supply and financing-related concerns are relatively more salient in regions where the spread of Covid-19 is less contained.
Keywords: Epidemic diseases; Pandemic; Exposure; Virus; Firms; Uncertainty; Sentiment; Machine learning (search for similar items in EconPapers)
JEL-codes: D22 E0 F0 G15 I15 I18 (search for similar items in EconPapers)
Date: 2020-04
New Economics Papers: this item is included in nep-bec, nep-big, nep-cmp and nep-mac
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Citations: View citations in EconPapers (194)
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Related works:
Working Paper: Firm-Level Exposure to Epidemic Diseases: Covid-19, SARS, and H1N1 (2020)
Working Paper: Firm-Level Exposure to Epidemic Diseases: COVID-19, SARS, and H1N1 (2020)
Working Paper: Firm-Level Exposure to Epidemic Diseases: Covid-19, SARS, and H1N1 (2020)
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